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2024-10-08 16:08:45 +08:00
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@@ -65,7 +65,7 @@ The dataset used in LightRAG can be download from [TommyChien/UltraDomain](https
### Generate Query ### Generate Query
LightRAG uses the following prompt to generate high-level queries, with the corresponding code located in `example/generate_query.py`. LightRAG uses the following prompt to generate high-level queries, with the corresponding code located in `example/generate_query.py`.
```json ```python
Given the following description of a dataset: Given the following description of a dataset:
{description} {description}
@@ -91,7 +91,7 @@ Output the results in the following structure:
### Batch Eval ### Batch Eval
To evaluate the performance of two RAG systems on high-level queries, LightRAG uses the following prompt, with the specific code available in `example/batch_eval.py`. To evaluate the performance of two RAG systems on high-level queries, LightRAG uses the following prompt, with the specific code available in `example/batch_eval.py`.
```json ```python
---Role--- ---Role---
You are an expert tasked with evaluating two answers to the same question based on three criteria: **Comprehensiveness**, **Diversity**, and **Empowerment**. You are an expert tasked with evaluating two answers to the same question based on three criteria: **Comprehensiveness**, **Diversity**, and **Empowerment**.
---Goal--- ---Goal---
@@ -160,7 +160,7 @@ Output your evaluation in the following JSON format:
## Code Structure ## Code Structure
```json ```python
. .
├── examples ├── examples
│ ├── batch_eval.py │ ├── batch_eval.py
@@ -183,7 +183,7 @@ Output your evaluation in the following JSON format:
``` ```
## Citation ## Citation
```json ```python
@article{guo2024lightrag, @article{guo2024lightrag,
title={LightRAG: Simple and Fast Retrieval-Augmented Generation}, title={LightRAG: Simple and Fast Retrieval-Augmented Generation},
author={Zirui Guo and Lianghao Xia and Yanhua Yu and Tu Ao and Chao Huang}, author={Zirui Guo and Lianghao Xia and Yanhua Yu and Tu Ao and Chao Huang},
@@ -193,3 +193,4 @@ archivePrefix={arXiv},
primaryClass={cs.IR} primaryClass={cs.IR}
} }
``` ```